2. 讀取netCDF和GRIB資料

讀取單一netCDF檔案

讀取檔案的指令為 xarray.open_dataset(filename)。

Example 1: 讀取OLR檔案。 在正式讀進Python之前，我們先利用ncdump指令來了解一下這個檔案的樣貌。

import os 
os.system('ncdump -h data/olr.nc') 

netcdf olr {
dimensions:
	time = UNLIMITED ; // (8760 currently)
	lon = 360 ;
	bnds = 2 ;
	lat = 90 ;
variables:
	double time(time) ;
		time:standard_name = "time" ;
		time:long_name = "reference time" ;
		time:units = "days since 1979-1-1 00:00:00" ;
		time:calendar = "standard" ;
		time:axis = "T" ;
	float lon(lon) ;
		lon:standard_name = "longitude" ;
		lon:long_name = "longitude" ;
		lon:units = "degrees_east" ;
		lon:axis = "X" ;
		lon:bounds = "lon_bnds" ;
	float lon_bnds(lon, bnds) ;
	float lat(lat) ;
		lat:standard_name = "latitude" ;
		lat:long_name = "latitude" ;
		lat:units = "degrees_north" ;
		lat:axis = "Y" ;
		lat:bounds = "lat_bnds" ;
	float lat_bnds(lat, bnds) ;
	float olr(time, lat, lon) ;
		olr:standard_name = "toa_outgoing_longwave_flux" ;
		olr:long_name = "NOAA Climate Data Record of Daily Mean Upward Longwave Flux at Top of the Atmosphere" ;
		olr:units = "W m-2" ;
		olr:_FillValue = 0.f ;
		olr:missing_value = 0.f ;
		olr:cell_methods = "time: mean area: mean" ;

// global attributes:
		:CDI = "Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)" ;
		:Conventions = "CF-1.6" ;
		:source = "NOAA Archive of HIRS L1B data from TIROS-N Series and MetOp-A/B, Gridsat CDR" ;
		:institution = "UMD/ESSIC > Earth System Science Interdisciplinary Center, University of Maryland" ;
		:history = "Fri Jan 14 11:02:54 2022: cdo sellonlatbox,0,360,-45,45 -select,year=1998/2021 olr_cer_v01r02_daily_1979-2021.nc /data3/USERS/waynetsai/pyaos_wks_samples/data/olr_slice.nc\nFri Jan 07 23:38:23 2022: cdo settime,00:00:00 -mergetime olr_cer_v01r02_daily_1979-2020.nc /data3/USERS/waynetsai/data/OLR/OLR_CER_v1.2/olr-daily_v01r02-preliminary_20210101_latest.nc olr_cer_v01r02_daily_1979-2021.nc\nFri Jan 07 23:36:07 2022: cdo select,year=1979/2020 olr_cer_v01r02_daily_1979-202105.nc /data4/USERS/waynetsai/data/olr_cer_v01r02_daily_1979-2020.nc\nSun Oct 03 21:47:07 2021: cdo -r copy olr_cer_v01r02_daily_1979-202105_noleap_abs_t.nc olr_cer_v01r02_daily_1979-202105.nc\nWed Jun 23 09:37:07 2021: cdo delete,month=2,day=29 olr_cer_v01r02_daily_1979-202105_abs_t.nc olr_cer_v01r02_daily_1979-202105_noleap_abs_t.nc\nMon May 24 12:05:18 2021: cdo -a settime,00:00:00 -mergetime olr-daily_v01r02_19790101_19791231.nc olr-daily_v01r02_19800101_19801231.nc olr-daily_v01r02_19810101_19811231.nc olr-daily_v01r02_19820101_19821231.nc olr-daily_v01r02_19830101_19831231.nc olr-daily_v01r02_19840101_19841231.nc olr-daily_v01r02_19850101_19851231.nc olr-daily_v01r02_19860101_19861231.nc olr-daily_v01r02_19870101_19871231.nc olr-daily_v01r02_19880101_19881231.nc olr-daily_v01r02_19890101_19891231.nc olr-daily_v01r02_19900101_19901231.nc olr-daily_v01r02_19910101_19911231.nc olr-daily_v01r02_19920101_19921231.nc olr-daily_v01r02_19930101_19931231.nc olr-daily_v01r02_19940101_19941231.nc olr-daily_v01r02_19950101_19951231.nc olr-daily_v01r02_19960101_19961231.nc olr-daily_v01r02_19970101_19971231.nc olr-daily_v01r02_19980101_19981231.nc olr-daily_v01r02_19990101_19991231.nc olr-daily_v01r02_20000101_20001231.nc olr-daily_v01r02_20010101_20011231.nc olr-daily_v01r02_20020101_20021231.nc olr-daily_v01r02_20030101_20031231.nc olr-daily_v01r02_20040101_20041231.nc olr-daily_v01r02_20050101_20051231.nc olr-daily_v01r02_20060101_20061231.nc olr-daily_v01r02_20070101_20071231.nc olr-daily_v01r02_20080101_20081231.nc olr-daily_v01r02_20090101_20091231.nc olr-daily_v01r02_20100101_20101231.nc olr-daily_v01r02_20110101_20111231.nc olr-daily_v01r02_20120101_20121231.nc olr-daily_v01r02_20130101_20131231.nc olr-daily_v01r02_20140101_20141231.nc olr-daily_v01r02_20150101_20151231.nc olr-daily_v01r02_20160101_20161231.nc olr-daily_v01r02_20170101_20171231.nc olr-daily_v01r02_20180101_20181231.nc olr-daily_v01r02_preliminary_2019.nc olr-daily_v01r02_preliminary_2020.nc olr-daily_v01r02_preliminary_2021.nc ../olr_cer_v01r02_daily_1979-202105_abs_t.nc\n2014-06-10T18:57:59Z - generated by software package Ver01Rev02." ;
		:conventions = "CF-1.6" ;
		:title = "Daily OLR CDR Product Ver01Rev02" ;
		:reference = "doi:10.1175/2007JTECHA989.1  doi:10.1175/1520-0426(1989)006<0706:ATFEOL>2.0.CO;2  doi:10.1175/1520-0426(1994)011<0357:VOATFE>2.0.CO;2" ;
		:comment = "Final TCDR" ;
		:Metadata_Conventions = "Unidata Dataset Discovery v1.0, CF-1.6" ;
		:standard_name_vocabulary = "CF Standard Name Table (v26, 26 November 2013)" ;
		:id = "olr-daily_v01r02_19790101_19791231.nc" ;
		:naming_authority = "gov.noaa.ncdc" ;
		:date_created = "2014-06-10T18:57:59Z" ;
		:date_modified = "2014-06-10T18:57:59Z" ;
		:license = "Users must cite this dataset when used as a source. No other constraints on data access or use." ;
		:summary = "The product contains the 1-degree by 1-degree daily mean outgoing longwave radiation flux at the top of the atmosphere derived from HIRS radiance observations onboard NOAA TIROS-N series and MetOp satellites. The OLR retrieval uses multispectral regression models (Ellingson et al., 1989, Lee, 2014). The CDR processing includes HIRS radiance calibration, inter-satellite HIRS OLR calibration, normalization of geostationary-based  OLR retrieval to HIRS, and grid-based 7-day boxcar temporal integration assisted with Imager-based OLR derived from Gridsat CDR data (Lee, 2014)." ;
		:keywords = "Earth Science > Atmosphere >  Atmospheric Radiation > Outgoing Longwave Radiation" ;
		:keywords_vocabulary = "NASA Global Change Master Directory (GCMD) Earth Science Keywords, Version 8.0.0.0" ;
		:cdm_data_type = "Grid" ;
		:project = "NOAA Daily OLR TCDR" ;
		:processing_level = "NOAA Level 3" ;
		:creator_name = "Hai-Tien Lee" ;
		:creator_URL = "http://cicsmd.umd.edu/" ;
		:creator_email = "lee@umd.edu" ;
		:geospatial_lat_min = "-90.0" ;
		:geospatial_lat_max = "90.0" ;
		:geospatial_lon_min = "0.0" ;
		:geospatial_lon_max = "360.0" ;
		:geospatial_lat_units = "degree" ;
		:geospatial_lat_resolution = "1.0" ;
		:geospatial_lon_units = "degree" ;
		:geospatial_lon_resolution = "1.0" ;
		:time_coverage_start = "1979-01-

0

01T00:00:00.00Z" ;
		:time_coverage_end = "1979-12-31T23:59:59.99Z" ;
		:time_coverage_duration = "P365D" ;
		:time_coverage_resolution = "P1D" ;
		:contributor_name = "Hai-Tien Lee" ;
		:contributor_role = "principalinvestigator" ;
		:acknowledgment = "This project was supported in part by a grant from the NOAA Climate Data Record (CDR) Program for Satellites" ;
		:cdr_program = "NOAA Climate Data Record Program for satellites" ;
		:cdr_variable = "olr" ;
		:software_version_id = "Ver01Rev02" ;
		:Metadata_Link = "gov.noaa.ncdc:C00875" ;
		:product_version = "Ver01Rev02" ;
		:platform = "TIROS-N > Television Infrared Observation Satellite - N, NOAA-6 > National Oceanic Atmospheric Administration - 6, NOAA-7 > National Oceanic Atmospheric Administration - 7, NOAA-8 > National Oceanic Atmospheric Administration - 8, NOAA-9 > National Oceanic Atmospheric Administration - 9, NOAA-10 > National Oceanic Atmospheric Administration - 10, NOAA-11 > National Oceanic Atmospheric Administration - 11, NOAA-12 > National Oceanic Atmospheric Administration - 12, NOAA-14 > National Oceanic Atmospheric Administration - 14, NOAA-15 > National Oceanic Atmospheric Administration - 15, NOAA-16 > National Oceanic Atmospheric Administration - 16, NOAA-17 > National Oceanic Atmospheric Administration - 17, NOAA-18 > National Oceanic Atmospheric Administration - 18, NOAA-19 > National Oceanic Atmospheric Administration - 19, MetOp-A > Meteorological Operational Polar Satellite - A, MetOp-B > Meteorological Operational Polar Satellite - B" ;
		:sensor = "HIRS-2 > High Resolution Infra-red Sounder/2, HIRS-2I > High Resolution Infra-red Sounder/2I, HIRS-3 > High Resolution Infra-red Sounder/3, HIRS-4 > High Resolution Infra-red Sounder/4" ;
		:spatial_resolution = "1.0 by 1.0 degree equal angle" ;
		:CDO = "Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)" ;
}

一個netCDF檔案中，會儲存資料本身，以及它的座標軸。時間軸time是double的格式，如果將時間軸的內容顯示出來，我們會看到

os.system('ncdump -v time data/olr.nc')

double time(time) ;
	time:standard_name = "time" ;
	time:long_name = "reference time" ;
	time:units = "days since 1979-1-1 00:00:00" ;
	time:calendar = "standard" ;
	time:axis = "T" ;
......
time = 6940, 6941, 6942, 6943, 6944, 6945, 6946, 6947, 6948, 6949, 6950, 
    6951, 6952, 6953, 6954, 6955, 6956, 6957, 6958, 6959, 6960, 6961, 6962, 

列印出的時間是15305, 15306, 15307, …這樣的時間序列，再看時間單位time:units = "days since 1979-1-1 00:00:00"，這表示時間格式是相對於1979年1月1日0時是第幾天，我們把這樣儲存時間的方法稱為相對時間。

了解了netCDF儲存檔案的方式後，我們用xarray來開啟檔案看看。xarray讀取netCDF檔案，是利用xr.open_dataset的指令，也就是把檔案讀進Dataset的資料格式中，

import xarray as xr

olr_ds = xr.open_dataset("data/olr.nc")
olr_ds

/Users/waynetsai/.local/lib/python3.10/site-packages/ecmwflibs/__init__.py:83: UserWarning: dlopen(/Users/waynetsai/.local/lib/python3.10/site-packages/ecmwflibs/_ecmwflibs.cpython-310-darwin.so, 0x0002): tried: '/Users/waynetsai/.local/lib/python3.10/site-packages/ecmwflibs/_ecmwflibs.cpython-310-darwin.so' (mach-o file, but is an incompatible architecture (have 'x86_64', need 'arm64')), '/System/Volumes/Preboot/Cryptexes/OS/Users/waynetsai/.local/lib/python3.10/site-packages/ecmwflibs/_ecmwflibs.cpython-310-darwin.so' (no such file), '/Users/waynetsai/.local/lib/python3.10/site-packages/ecmwflibs/_ecmwflibs.cpython-310-darwin.so' (mach-o file, but is an incompatible architecture (have 'x86_64', need 'arm64'))
  warnings.warn(str(e))

<xarray.Dataset>
Dimensions:   (time: 8760, lon: 360, bnds: 2, lat: 90)
Coordinates:
  * time      (time) datetime64[ns] 1998-01-01 1998-01-02 ... 2021-12-31
  * lon       (lon) float32 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5
  * lat       (lat) float32 -44.5 -43.5 -42.5 -41.5 ... 41.5 42.5 43.5 44.5
Dimensions without coordinates: bnds
Data variables:
    lon_bnds  (lon, bnds) float32 ...
    lat_bnds  (lat, bnds) float32 ...
    olr       (time, lat, lon) float32 ...
Attributes: (12/49)
    CDI:                        Climate Data Interface version 1.9.10 (https:...
    Conventions:                CF-1.6
    source:                     NOAA Archive of HIRS L1B data from TIROS-N Se...
    institution:                UMD/ESSIC > Earth System Science Interdiscipl...
    history:                    Fri Jan 14 11:02:54 2022: cdo sellonlatbox,0,...
    conventions:                CF-1.6
    ...                         ...
    Metadata_Link:              gov.noaa.ncdc:C00875
    product_version:            Ver01Rev02
    platform:                   TIROS-N > Television Infrared Observation Sat...
    sensor:                     HIRS-2 > High Resolution Infra-red Sounder/2,...
    spatial_resolution:         1.0 by 1.0 degree equal angle
    CDO:                        Climate Data Operators version 1.9.10 (https:...

xarray.Dataset

• Dimensions:
  • time: 8760
  • lon: 360
  • bnds: 2
  • lat: 90
• Coordinates: (3)
  • time
    (time)
    datetime64[ns]
    1998-01-01 ... 2021-12-31

    standard_name :

    time

    long_name :

    reference time

    axis :

    T

    array(['1998-01-01T00:00:00.000000000', '1998-01-02T00:00:00.000000000',
           '1998-01-03T00:00:00.000000000', ..., '2021-12-29T00:00:00.000000000',
           '2021-12-30T00:00:00.000000000', '2021-12-31T00:00:00.000000000'],
          dtype='datetime64[ns]')

  • lon
    (lon)
    float32
    0.5 1.5 2.5 ... 357.5 358.5 359.5

    standard_name :

    longitude

    long_name :

    longitude

    units :

    degrees_east

    axis :

    X

    bounds :

    lon_bnds

    array([  0.5,   1.5,   2.5, ..., 357.5, 358.5, 359.5], dtype=float32)

  • lat
    (lat)
    float32
    -44.5 -43.5 -42.5 ... 43.5 44.5

    standard_name :

    latitude

    long_name :

    latitude

    units :

    degrees_north

    axis :

    Y

    bounds :

    lat_bnds

    array([-44.5, -43.5, -42.5, -41.5, -40.5, -39.5, -38.5, -37.5, -36.5, -35.5,
           -34.5, -33.5, -32.5, -31.5, -30.5, -29.5, -28.5, -27.5, -26.5, -25.5,
           -24.5, -23.5, -22.5, -21.5, -20.5, -19.5, -18.5, -17.5, -16.5, -15.5,
           -14.5, -13.5, -12.5, -11.5, -10.5,  -9.5,  -8.5,  -7.5,  -6.5,  -5.5,
            -4.5,  -3.5,  -2.5,  -1.5,  -0.5,   0.5,   1.5,   2.5,   3.5,   4.5,
             5.5,   6.5,   7.5,   8.5,   9.5,  10.5,  11.5,  12.5,  13.5,  14.5,
            15.5,  16.5,  17.5,  18.5,  19.5,  20.5,  21.5,  22.5,  23.5,  24.5,
            25.5,  26.5,  27.5,  28.5,  29.5,  30.5,  31.5,  32.5,  33.5,  34.5,
            35.5,  36.5,  37.5,  38.5,  39.5,  40.5,  41.5,  42.5,  43.5,  44.5],
          dtype=float32)

• Data variables: (3)
  • lon_bnds
    (lon, bnds)
    float32
    ...

    [720 values with dtype=float32]

  • lat_bnds
    (lat, bnds)
    float32
    ...

    [180 values with dtype=float32]

  • olr
    (time, lat, lon)
    float32
    ...

    standard_name :

    toa_outgoing_longwave_flux

    long_name :

    NOAA Climate Data Record of Daily Mean Upward Longwave Flux at Top of the Atmosphere

    units :

    W m-2

    cell_methods :

    time: mean area: mean

    [283824000 values with dtype=float32]

• Indexes: (3)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1998-01-01', '1998-01-02', '1998-01-03', '1998-01-04',
                   '1998-01-05', '1998-01-06', '1998-01-07', '1998-01-08',
                   '1998-01-09', '1998-01-10',
                   ...
                   '2021-12-22', '2021-12-23', '2021-12-24', '2021-12-25',
                   '2021-12-26', '2021-12-27', '2021-12-28', '2021-12-29',
                   '2021-12-30', '2021-12-31'],
                  dtype='datetime64[ns]', name='time', length=8760, freq=None))

  • lon
    PandasIndex

    PandasIndex(Index([  0.5,   1.5,   2.5,   3.5,   4.5,   5.5,   6.5,   7.5,   8.5,   9.5,
           ...
           350.5, 351.5, 352.5, 353.5, 354.5, 355.5, 356.5, 357.5, 358.5, 359.5],
          dtype='float32', name='lon', length=360))

  • lat
    PandasIndex

    PandasIndex(Index([-44.5, -43.5, -42.5, -41.5, -40.5, -39.5, -38.5, -37.5, -36.5, -35.5,
           -34.5, -33.5, -32.5, -31.5, -30.5, -29.5, -28.5, -27.5, -26.5, -25.5,
           -24.5, -23.5, -22.5, -21.5, -20.5, -19.5, -18.5, -17.5, -16.5, -15.5,
           -14.5, -13.5, -12.5, -11.5, -10.5,  -9.5,  -8.5,  -7.5,  -6.5,  -5.5,
            -4.5,  -3.5,  -2.5,  -1.5,  -0.5,   0.5,   1.5,   2.5,   3.5,   4.5,
             5.5,   6.5,   7.5,   8.5,   9.5,  10.5,  11.5,  12.5,  13.5,  14.5,
            15.5,  16.5,  17.5,  18.5,  19.5,  20.5,  21.5,  22.5,  23.5,  24.5,
            25.5,  26.5,  27.5,  28.5,  29.5,  30.5,  31.5,  32.5,  33.5,  34.5,
            35.5,  36.5,  37.5,  38.5,  39.5,  40.5,  41.5,  42.5,  43.5,  44.5],
          dtype='float32', name='lat'))

• Attributes: (49)

  CDI :

  Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)

  Conventions :

  CF-1.6

  source :

  NOAA Archive of HIRS L1B data from TIROS-N Series and MetOp-A/B, Gridsat CDR

  institution :

  UMD/ESSIC > Earth System Science Interdisciplinary Center, University of Maryland

  history :

  Fri Jan 14 11:02:54 2022: cdo sellonlatbox,0,360,-45,45 -select,year=1998/2021 olr_cer_v01r02_daily_1979-2021.nc /data3/USERS/waynetsai/pyaos_wks_samples/data/olr_slice.nc Fri Jan 07 23:38:23 2022: cdo settime,00:00:00 -mergetime olr_cer_v01r02_daily_1979-2020.nc /data3/USERS/waynetsai/data/OLR/OLR_CER_v1.2/olr-daily_v01r02-preliminary_20210101_latest.nc olr_cer_v01r02_daily_1979-2021.nc Fri Jan 07 23:36:07 2022: cdo select,year=1979/2020 olr_cer_v01r02_daily_1979-202105.nc /data4/USERS/waynetsai/data/olr_cer_v01r02_daily_1979-2020.nc Sun Oct 03 21:47:07 2021: cdo -r copy olr_cer_v01r02_daily_1979-202105_noleap_abs_t.nc olr_cer_v01r02_daily_1979-202105.nc Wed Jun 23 09:37:07 2021: cdo delete,month=2,day=29 olr_cer_v01r02_daily_1979-202105_abs_t.nc olr_cer_v01r02_daily_1979-202105_noleap_abs_t.nc Mon May 24 12:05:18 2021: cdo -a settime,00:00:00 -mergetime olr-daily_v01r02_19790101_19791231.nc olr-daily_v01r02_19800101_19801231.nc olr-daily_v01r02_19810101_19811231.nc olr-daily_v01r02_19820101_19821231.nc olr-daily_v01r02_19830101_19831231.nc olr-daily_v01r02_19840101_19841231.nc olr-daily_v01r02_19850101_19851231.nc olr-daily_v01r02_19860101_19861231.nc olr-daily_v01r02_19870101_19871231.nc olr-daily_v01r02_19880101_19881231.nc olr-daily_v01r02_19890101_19891231.nc olr-daily_v01r02_19900101_19901231.nc olr-daily_v01r02_19910101_19911231.nc olr-daily_v01r02_19920101_19921231.nc olr-daily_v01r02_19930101_19931231.nc olr-daily_v01r02_19940101_19941231.nc olr-daily_v01r02_19950101_19951231.nc olr-daily_v01r02_19960101_19961231.nc olr-daily_v01r02_19970101_19971231.nc olr-daily_v01r02_19980101_19981231.nc olr-daily_v01r02_19990101_19991231.nc olr-daily_v01r02_20000101_20001231.nc olr-daily_v01r02_20010101_20011231.nc olr-daily_v01r02_20020101_20021231.nc olr-daily_v01r02_20030101_20031231.nc olr-daily_v01r02_20040101_20041231.nc olr-daily_v01r02_20050101_20051231.nc olr-daily_v01r02_20060101_20061231.nc olr-daily_v01r02_20070101_20071231.nc olr-daily_v01r02_20080101_20081231.nc olr-daily_v01r02_20090101_20091231.nc olr-daily_v01r02_20100101_20101231.nc olr-daily_v01r02_20110101_20111231.nc olr-daily_v01r02_20120101_20121231.nc olr-daily_v01r02_20130101_20131231.nc olr-daily_v01r02_20140101_20141231.nc olr-daily_v01r02_20150101_20151231.nc olr-daily_v01r02_20160101_20161231.nc olr-daily_v01r02_20170101_20171231.nc olr-daily_v01r02_20180101_20181231.nc olr-daily_v01r02_preliminary_2019.nc olr-daily_v01r02_preliminary_2020.nc olr-daily_v01r02_preliminary_2021.nc ../olr_cer_v01r02_daily_1979-202105_abs_t.nc 2014-06-10T18:57:59Z - generated by software package Ver01Rev02.

  conventions :

  CF-1.6

  title :

  Daily OLR CDR Product Ver01Rev02

  reference :

  doi:10.1175/2007JTECHA989.1 doi:10.1175/1520-0426(1989)006<0706:ATFEOL>2.0.CO;2 doi:10.1175/1520-0426(1994)011<0357:VOATFE>2.0.CO;2

  comment :

  Final TCDR

  Metadata_Conventions :

  Unidata Dataset Discovery v1.0, CF-1.6

  standard_name_vocabulary :

  CF Standard Name Table (v26, 26 November 2013)

  id :

  olr-daily_v01r02_19790101_19791231.nc

  naming_authority :

  gov.noaa.ncdc

  date_created :

  2014-06-10T18:57:59Z

  date_modified :

  2014-06-10T18:57:59Z

  license :

  Users must cite this dataset when used as a source. No other constraints on data access or use.

  summary :

  The product contains the 1-degree by 1-degree daily mean outgoing longwave radiation flux at the top of the atmosphere derived from HIRS radiance observations onboard NOAA TIROS-N series and MetOp satellites. The OLR retrieval uses multispectral regression models (Ellingson et al., 1989, Lee, 2014). The CDR processing includes HIRS radiance calibration, inter-satellite HIRS OLR calibration, normalization of geostationary-based OLR retrieval to HIRS, and grid-based 7-day boxcar temporal integration assisted with Imager-based OLR derived from Gridsat CDR data (Lee, 2014).

  keywords :

  Earth Science > Atmosphere > Atmospheric Radiation > Outgoing Longwave Radiation

  keywords_vocabulary :

  NASA Global Change Master Directory (GCMD) Earth Science Keywords, Version 8.0.0.0

  cdm_data_type :

  Grid

  project :

  NOAA Daily OLR TCDR

  processing_level :

  NOAA Level 3

  creator_name :

  Hai-Tien Lee

  creator_URL :

  http://cicsmd.umd.edu/

  creator_email :

  lee@umd.edu

  geospatial_lat_min :

  -90.0

  geospatial_lat_max :

  90.0

  geospatial_lon_min :

  0.0

  geospatial_lon_max :

  360.0

  geospatial_lat_units :

  degree

  geospatial_lat_resolution :

  1.0

  geospatial_lon_units :

  degree

  geospatial_lon_resolution :

  1.0

  time_coverage_start :

  1979-01-01T00:00:00.00Z

  time_coverage_end :

  1979-12-31T23:59:59.99Z

  time_coverage_duration :

  P365D

  time_coverage_resolution :

  P1D

  contributor_name :

  Hai-Tien Lee

  contributor_role :

  principalinvestigator

  acknowledgment :

  This project was supported in part by a grant from the NOAA Climate Data Record (CDR) Program for Satellites

  cdr_program :

  NOAA Climate Data Record Program for satellites

  cdr_variable :

  olr

  software_version_id :

  Ver01Rev02

  Metadata_Link :

  gov.noaa.ncdc:C00875

  product_version :

  Ver01Rev02

  platform :

  TIROS-N > Television Infrared Observation Satellite - N, NOAA-6 > National Oceanic Atmospheric Administration - 6, NOAA-7 > National Oceanic Atmospheric Administration - 7, NOAA-8 > National Oceanic Atmospheric Administration - 8, NOAA-9 > National Oceanic Atmospheric Administration - 9, NOAA-10 > National Oceanic Atmospheric Administration - 10, NOAA-11 > National Oceanic Atmospheric Administration - 11, NOAA-12 > National Oceanic Atmospheric Administration - 12, NOAA-14 > National Oceanic Atmospheric Administration - 14, NOAA-15 > National Oceanic Atmospheric Administration - 15, NOAA-16 > National Oceanic Atmospheric Administration - 16, NOAA-17 > National Oceanic Atmospheric Administration - 17, NOAA-18 > National Oceanic Atmospheric Administration - 18, NOAA-19 > National Oceanic Atmospheric Administration - 19, MetOp-A > Meteorological Operational Polar Satellite - A, MetOp-B > Meteorological Operational Polar Satellite - B

  sensor :

  HIRS-2 > High Resolution Infra-red Sounder/2, HIRS-2I > High Resolution Infra-red Sounder/2I, HIRS-3 > High Resolution Infra-red Sounder/3, HIRS-4 > High Resolution Infra-red Sounder/4

  spatial_resolution :

  1.0 by 1.0 degree equal angle

  CDO :

  Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)

我們會得到一個xarray.Dataset，裡面存放olr這個變數 (variable)，以及olr陣列的座標軸 (coordinates)，座標軸的名稱稱為維度 (dimension)。

我們發現，time時間座標軸的內容，已經被轉化成我們容易辨識的時間格式yyyy-mm-dd了，這是因為xarray會自動轉譯netCDF檔中的時間，變成datetime object，這樣的時間格式稱為絕對時間。如此一來，之後要選取時間，就可以直接用年月日來處理，不必自行轉換相對時間和絕對時間。

讀取多個netCDF檔案 (Reading Multiple Files)

有時候我們要處理長時間的氣候資料，但作業中心提供的資料卻是一年一個檔案，如果為每一筆資料都開一個Dataset，操作起來不方便，因此xarray可以用 xarray.open_mfdataset(paths)指令來一次開啟所有檔案，並且選擇combine = 'nested'，讓檔案沿著指定的坐標軸合併。

Example 2 沿座標軸合併： 開啟NCEP R2風場資料，其中檔案是一年一筆。

同樣地，我們先打開一筆資料看一下。

os.system('ncdump -h data/ncep_r2_uv850/u850.1998.nc')

netcdf u850.1998 {
dimensions:
	time = UNLIMITED ; // (365 currently)
	bnds = 2 ;
	lon = 144 ;
	lat = 73 ;
	level = 1 ;
variables:
	double time(time) ;
		time:standard_name = "time" ;
		time:long_name = "Time" ;
		time:bounds = "time_bnds" ;
		time:units = "hours since 1800-1-1 00:00:0.0" ;
		time:calendar = "standard" ;
		time:axis = "T" ;
	double time_bnds(time, bnds) ;
	float lon(lon) ;
		lon:standard_name = "longitude" ;
		lon:long_name = "Longitude" ;
		lon:units = "degrees_east" ;
		lon:axis = "X" ;
	float lat(lat) ;
		lat:standard_name = "latitude" ;
		lat:long_name = "Latitude" ;
		lat:units = "degrees_north" ;
		lat:axis = "Y" ;
	float level(level) ;
		level:standard_name = "air_pressure" ;
		level:long_name = "Level" ;
		level:units = "millibar" ;
		level:positive = "down" ;
		level:axis = "Z" ;
		level:actual_range = 1000.f, 10.f ;
		level:GRIB_id = 100s ;
		level:GRIB_name = "hPa" ;
		level:coordinate_defines = "point" ;
	short uwnd(time, level, lat, lon) ;
		uwnd:standard_name = "eastward_wind" ;
		uwnd:long_name = "Daily U-wind on Pressure Levels" ;
		uwnd:units = "m/s" ;
		uwnd:add_offset = 187.65f ;
		uwnd:scale_factor = 0.01f ;
		uwnd:_FillValue = -32767s ;
		uwnd:missing_value = -32767s ;
		uwnd:unpacked_valid_range = -140.f, 175.f ;
		uwnd:actual_range = -78.96f, 110.35f ;
		uwnd:precision = 2s ;
		uwnd:least_significant_digit = 1s ;
		uwnd:GRIB_id = 33s ;
		uwnd:GRIB_name = "UGRD" ;
		uwnd:var_desc = "u-wind" ;
		uwnd:dataset = "NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Daily Averages" ;
		uwnd:level_desc = "Pressure Levels" ;
		uwnd:statistic = "Mean" ;
		uwnd:parent_stat = "Individual Obs" ;
		uwnd:cell_methods = "time: mean (of 4 6-hourly values in one day)" ;

// global attributes:
		:CDI = "Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)" ;
		:Conventions = "CF-1.0" ;
		:source = "NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model" ;
		:institution = "National Centers for Environmental Prediction" ;
		:title = "Daily NCEP/DOE Reanalysis 2" ;
		:history = "Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998.nc uv850/u850.1998.nc\n",
			"created 2002/03/15 by RHS (netCDF2.3)" ;
		:comments = "Data is from \n",
			"NCEP/DOE AMIP-II Reanalysis (Reanalysis-2)\n",
			"(4x/day).  It consists of most variables interpolated to\n",
			"pressure surfaces from model (sigma) surfaces." ;
		:platform = "Model" ;
		:dataset_title = "NCEP-DOE AMIP-II Reanalysis" ;
		:References = "https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis2.html" ;
		:source_url = "http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/" ;
		:CDO = "Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)" ;
}

0

不同於剛剛OLR的檔案，變數olr是float格式，這邊提供的風場資料uwnd是short格式。short是一種壓縮的格式，要透過add_offset和scale_factor轉換變成原始的數值，這兩個值都儲存在uwnd的attribute中，轉換的公式為

pck = (upk - add_offset) / scale_factor

接下來我們直接打開檔案看看。

uds = (xr.open_mfdataset( 'data/ncep_r2_uv850/u850.*.nc',    # 檔案名稱
                           combine = "by_coords",               
                           parallel=True                     # 運用dask平行運算，提高運算效率
                         ))       
uds

HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found

<xarray.Dataset>
Dimensions:    (time: 8766, bnds: 2, lon: 144, lat: 73, level: 1)
Coordinates:
  * time       (time) datetime64[ns] 1998-01-01 1998-01-02 ... 2021-12-31
  * lon        (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5
  * lat        (lat) float32 90.0 87.5 85.0 82.5 ... -82.5 -85.0 -87.5 -90.0
  * level      (level) float32 850.0
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(365, 2), meta=np.ndarray>
    uwnd       (time, level, lat, lon) float32 dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>
Attributes:
    CDI:            Climate Data Interface version 1.9.10 (https://mpimet.mpg...
    Conventions:    CF-1.0
    source:         NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model
    institution:    National Centers for Environmental Prediction
    title:          Daily NCEP/DOE Reanalysis 2
    history:        Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998....
    comments:       Data is from \nNCEP/DOE AMIP-II Reanalysis (Reanalysis-2)...
    platform:       Model
    dataset_title:  NCEP-DOE AMIP-II Reanalysis
    References:     https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.rean...
    source_url:     http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/
    CDO:            Climate Data Operators version 1.9.10 (https://mpimet.mpg...

xarray.Dataset

• Dimensions:
  • time: 8766
  • bnds: 2
  • lon: 144
  • lat: 73
  • level: 1
• Coordinates: (4)
  • time
    (time)
    datetime64[ns]
    1998-01-01 ... 2021-12-31

    standard_name :

    time

    long_name :

    Time

    bounds :

    time_bnds

    axis :

    T

    array(['1998-01-01T00:00:00.000000000', '1998-01-02T00:00:00.000000000',
           '1998-01-03T00:00:00.000000000', ..., '2021-12-29T00:00:00.000000000',
           '2021-12-30T00:00:00.000000000', '2021-12-31T00:00:00.000000000'],
          dtype='datetime64[ns]')

  • lon
    (lon)
    float32
    0.0 2.5 5.0 ... 352.5 355.0 357.5

    standard_name :

    longitude

    long_name :

    Longitude

    units :

    degrees_east

    axis :

    X

    array([  0. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,
            25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,
            50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,
            75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,
           100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,
           125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,
           150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,
           175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,
           200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,
           225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,
           250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,
           275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,
           300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,
           325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,
           350. , 352.5, 355. , 357.5], dtype=float32)

  • lat
    (lat)
    float32
    90.0 87.5 85.0 ... -87.5 -90.0

    standard_name :

    latitude

    long_name :

    Latitude

    units :

    degrees_north

    axis :

    Y

    array([ 90. ,  87.5,  85. ,  82.5,  80. ,  77.5,  75. ,  72.5,  70. ,  67.5,
            65. ,  62.5,  60. ,  57.5,  55. ,  52.5,  50. ,  47.5,  45. ,  42.5,
            40. ,  37.5,  35. ,  32.5,  30. ,  27.5,  25. ,  22.5,  20. ,  17.5,
            15. ,  12.5,  10. ,   7.5,   5. ,   2.5,   0. ,  -2.5,  -5. ,  -7.5,
           -10. , -12.5, -15. , -17.5, -20. , -22.5, -25. , -27.5, -30. , -32.5,
           -35. , -37.5, -40. , -42.5, -45. , -47.5, -50. , -52.5, -55. , -57.5,
           -60. , -62.5, -65. , -67.5, -70. , -72.5, -75. , -77.5, -80. , -82.5,
           -85. , -87.5, -90. ], dtype=float32)

  • level
    (level)
    float32
    850.0

    standard_name :

    air_pressure

    long_name :

    Level

    units :

    millibar

    positive :

    down

    axis :

    Z

    actual_range :

    [1000. 10.]

    GRIB_id :

    100

    GRIB_name :

    hPa

    coordinate_defines :

    point

    array([850.], dtype=float32)

• Data variables: (2)
  • time_bnds
    (time, bnds)
    datetime64[ns]
    dask.array<chunksize=(365, 2), meta=np.ndarray>

    Array Chunk Bytes 136.97 kiB 5.72 kiB Shape (8766, 2) (366, 2) Dask graph 1117 chunks in 49 graph layers Data type datetime64[ns] numpy.ndarray

  • uwnd
    (time, level, lat, lon)
    float32
    dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>

    standard_name :

    eastward_wind

    long_name :

    Daily U-wind on Pressure Levels

    units :

    m/s

    unpacked_valid_range :

    [-140. 175.]

    actual_range :

    [-78.96 110.35]

    precision :

    2

    GRIB_id :

    33

    GRIB_name :

    UGRD

    var_desc :

    u-wind

    dataset :

    NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Daily Averages

    level_desc :

    Pressure Levels

    statistic :

    Mean

    parent_stat :

    Individual Obs

    cell_methods :

    time: mean (of 4 6-hourly values in one day)

    Array Chunk Bytes 351.52 MiB 14.68 MiB Shape (8766, 1, 73, 144) (366, 1, 73, 144) Dask graph 1117 chunks in 49 graph layers Data type float32 numpy.ndarray

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1998-01-01', '1998-01-02', '1998-01-03', '1998-01-04',
                   '1998-01-05', '1998-01-06', '1998-01-07', '1998-01-08',
                   '1998-01-09', '1998-01-10',
                   ...
                   '2021-12-22', '2021-12-23', '2021-12-24', '2021-12-25',
                   '2021-12-26', '2021-12-27', '2021-12-28', '2021-12-29',
                   '2021-12-30', '2021-12-31'],
                  dtype='datetime64[ns]', name='time', length=8766, freq=None))

  • lon
    PandasIndex

    PandasIndex(Index([  0.0,   2.5,   5.0,   7.5,  10.0,  12.5,  15.0,  17.5,  20.0,  22.5,
           ...
           335.0, 337.5, 340.0, 342.5, 345.0, 347.5, 350.0, 352.5, 355.0, 357.5],
          dtype='float32', name='lon', length=144))

  • lat
    PandasIndex

    PandasIndex(Index([ 90.0,  87.5,  85.0,  82.5,  80.0,  77.5,  75.0,  72.5,  70.0,  67.5,
            65.0,  62.5,  60.0,  57.5,  55.0,  52.5,  50.0,  47.5,  45.0,  42.5,
            40.0,  37.5,  35.0,  32.5,  30.0,  27.5,  25.0,  22.5,  20.0,  17.5,
            15.0,  12.5,  10.0,   7.5,   5.0,   2.5,   0.0,  -2.5,  -5.0,  -7.5,
           -10.0, -12.5, -15.0, -17.5, -20.0, -22.5, -25.0, -27.5, -30.0, -32.5,
           -35.0, -37.5, -40.0, -42.5, -45.0, -47.5, -50.0, -52.5, -55.0, -57.5,
           -60.0, -62.5, -65.0, -67.5, -70.0, -72.5, -75.0, -77.5, -80.0, -82.5,
           -85.0, -87.5, -90.0],
          dtype='float32', name='lat'))

  • level
    PandasIndex

    PandasIndex(Index([850.0], dtype='float32', name='level'))

• Attributes: (12)

  CDI :

  Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)

  Conventions :

  CF-1.0

  source :

  NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model

  institution :

  National Centers for Environmental Prediction

  title :

  Daily NCEP/DOE Reanalysis 2

  history :

  Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998.nc uv850/u850.1998.nc created 2002/03/15 by RHS (netCDF2.3)

  comments :

  Data is from NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) (4x/day). It consists of most variables interpolated to pressure surfaces from model (sigma) surfaces.

  platform :

  Model

  dataset_title :

  NCEP-DOE AMIP-II Reanalysis

  References :

  https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis2.html

  source_url :

  http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/

  CDO :

  Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)

我們發現，uwnd已經是float32的格式了，也就是說，xarray會自動轉譯short成為float，我們不需要再做額外處理。

另外一種方法是

uds = xr.open_mfdataset( 'data/ncep_r2_uv850/u850.*.nc',                                       
                          combine = "nested",               
                          concat_dim='time',                               
                          parallel=True                
                         ) 
uds

HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: 

Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitGroomNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeGranularBitRoundNumberOfSignificantDigits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 494 in H5O__attr_open_by_name(): can't locate attribute: '_QuantizeBitRoundNumberOfSignificantBits'
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found
HDF5-DIAG: Error detected in HDF5 (1.12.2) thread 0:
  #000: H5A.c line 528 in H5Aopen_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #001: H5VLcallback.c line 1091 in H5VL_attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #002: H5VLcallback.c line 1058 in H5VL__attr_open(): attribute open failed
    major: Virtual Object Layer
    minor: Can't open object
  #003: H5VLnative_attr.c line 130 in H5VL__native_attr_open(): can't open attribute
    major: Attribute
    minor: Can't open object
  #004: H5Aint.c line 545 in H5A__open_by_name(): unable to load attribute info from object header
    major: Attribute
    minor: Unable to initialize object
  #005: H5Oattribute.c line 476 in H5O__attr_open_by_name(): can't open attribute
    major: Attribute
    minor: Can't open object
  #006: H5Adense.c line 394 in H5A__dense_open(): can't locate attribute in name index
    major: Attribute
    minor: Object not found

<xarray.Dataset>
Dimensions:    (time: 8766, bnds: 2, lon: 144, lat: 73, level: 1)
Coordinates:
  * time       (time) datetime64[ns] 1998-01-01 1998-01-02 ... 2021-12-31
  * lon        (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5
  * lat        (lat) float32 90.0 87.5 85.0 82.5 ... -82.5 -85.0 -87.5 -90.0
  * level      (level) float32 850.0
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(365, 2), meta=np.ndarray>
    uwnd       (time, level, lat, lon) float32 dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>
Attributes:
    CDI:            Climate Data Interface version 1.9.10 (https://mpimet.mpg...
    Conventions:    CF-1.0
    source:         NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model
    institution:    National Centers for Environmental Prediction
    title:          Daily NCEP/DOE Reanalysis 2
    history:        Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998....
    comments:       Data is from \nNCEP/DOE AMIP-II Reanalysis (Reanalysis-2)...
    platform:       Model
    dataset_title:  NCEP-DOE AMIP-II Reanalysis
    References:     https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.rean...
    source_url:     http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/
    CDO:            Climate Data Operators version 1.9.10 (https://mpimet.mpg...

xarray.Dataset

• Dimensions:
  • time: 8766
  • bnds: 2
  • lon: 144
  • lat: 73
  • level: 1
• Coordinates: (4)
  • time
    (time)
    datetime64[ns]
    1998-01-01 ... 2021-12-31

    standard_name :

    time

    long_name :

    Time

    bounds :

    time_bnds

    axis :

    T

    array(['1998-01-01T00:00:00.000000000', '1998-01-02T00:00:00.000000000',
           '1998-01-03T00:00:00.000000000', ..., '2021-12-29T00:00:00.000000000',
           '2021-12-30T00:00:00.000000000', '2021-12-31T00:00:00.000000000'],
          dtype='datetime64[ns]')

  • lon
    (lon)
    float32
    0.0 2.5 5.0 ... 352.5 355.0 357.5

    standard_name :

    longitude

    long_name :

    Longitude

    units :

    degrees_east

    axis :

    X

    array([  0. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,
            25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,
            50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,
            75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,
           100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,
           125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,
           150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,
           175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,
           200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,
           225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,
           250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,
           275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,
           300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,
           325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,
           350. , 352.5, 355. , 357.5], dtype=float32)

  • lat
    (lat)
    float32
    90.0 87.5 85.0 ... -87.5 -90.0

    standard_name :

    latitude

    long_name :

    Latitude

    units :

    degrees_north

    axis :

    Y

    array([ 90. ,  87.5,  85. ,  82.5,  80. ,  77.5,  75. ,  72.5,  70. ,  67.5,
            65. ,  62.5,  60. ,  57.5,  55. ,  52.5,  50. ,  47.5,  45. ,  42.5,
            40. ,  37.5,  35. ,  32.5,  30. ,  27.5,  25. ,  22.5,  20. ,  17.5,
            15. ,  12.5,  10. ,   7.5,   5. ,   2.5,   0. ,  -2.5,  -5. ,  -7.5,
           -10. , -12.5, -15. , -17.5, -20. , -22.5, -25. , -27.5, -30. , -32.5,
           -35. , -37.5, -40. , -42.5, -45. , -47.5, -50. , -52.5, -55. , -57.5,
           -60. , -62.5, -65. , -67.5, -70. , -72.5, -75. , -77.5, -80. , -82.5,
           -85. , -87.5, -90. ], dtype=float32)

  • level
    (level)
    float32
    850.0

    standard_name :

    air_pressure

    long_name :

    Level

    units :

    millibar

    positive :

    down

    axis :

    Z

    actual_range :

    [1000. 10.]

    GRIB_id :

    100

    GRIB_name :

    hPa

    coordinate_defines :

    point

    array([850.], dtype=float32)

• Data variables: (2)
  • time_bnds
    (time, bnds)
    datetime64[ns]
    dask.array<chunksize=(365, 2), meta=np.ndarray>

    Array Chunk Bytes 136.97 kiB 5.72 kiB Shape (8766, 2) (366, 2) Dask graph 1117 chunks in 49 graph layers Data type datetime64[ns] numpy.ndarray

  • uwnd
    (time, level, lat, lon)
    float32
    dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>

    standard_name :

    eastward_wind

    long_name :

    Daily U-wind on Pressure Levels

    units :

    m/s

    unpacked_valid_range :

    [-140. 175.]

    actual_range :

    [-78.96 110.35]

    precision :

    2

    GRIB_id :

    33

    GRIB_name :

    UGRD

    var_desc :

    u-wind

    dataset :

    NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Daily Averages

    level_desc :

    Pressure Levels

    statistic :

    Mean

    parent_stat :

    Individual Obs

    cell_methods :

    time: mean (of 4 6-hourly values in one day)

    Array Chunk Bytes 351.52 MiB 14.68 MiB Shape (8766, 1, 73, 144) (366, 1, 73, 144) Dask graph 1117 chunks in 49 graph layers Data type float32 numpy.ndarray

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1998-01-01', '1998-01-02', '1998-01-03', '1998-01-04',
                   '1998-01-05', '1998-01-06', '1998-01-07', '1998-01-08',
                   '1998-01-09', '1998-01-10',
                   ...
                   '2021-12-22', '2021-12-23', '2021-12-24', '2021-12-25',
                   '2021-12-26', '2021-12-27', '2021-12-28', '2021-12-29',
                   '2021-12-30', '2021-12-31'],
                  dtype='datetime64[ns]', name='time', length=8766, freq=None))

  • lon
    PandasIndex

    PandasIndex(Index([  0.0,   2.5,   5.0,   7.5,  10.0,  12.5,  15.0,  17.5,  20.0,  22.5,
           ...
           335.0, 337.5, 340.0, 342.5, 345.0, 347.5, 350.0, 352.5, 355.0, 357.5],
          dtype='float32', name='lon', length=144))

  • lat
    PandasIndex

    PandasIndex(Index([ 90.0,  87.5,  85.0,  82.5,  80.0,  77.5,  75.0,  72.5,  70.0,  67.5,
            65.0,  62.5,  60.0,  57.5,  55.0,  52.5,  50.0,  47.5,  45.0,  42.5,
            40.0,  37.5,  35.0,  32.5,  30.0,  27.5,  25.0,  22.5,  20.0,  17.5,
            15.0,  12.5,  10.0,   7.5,   5.0,   2.5,   0.0,  -2.5,  -5.0,  -7.5,
           -10.0, -12.5, -15.0, -17.5, -20.0, -22.5, -25.0, -27.5, -30.0, -32.5,
           -35.0, -37.5, -40.0, -42.5, -45.0, -47.5, -50.0, -52.5, -55.0, -57.5,
           -60.0, -62.5, -65.0, -67.5, -70.0, -72.5, -75.0, -77.5, -80.0, -82.5,
           -85.0, -87.5, -90.0],
          dtype='float32', name='lat'))

  • level
    PandasIndex

    PandasIndex(Index([850.0], dtype='float32', name='level'))

• Attributes: (12)

  CDI :

  Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)

  Conventions :

  CF-1.0

  source :

  NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model

  institution :

  National Centers for Environmental Prediction

  title :

  Daily NCEP/DOE Reanalysis 2

  history :

  Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998.nc uv850/u850.1998.nc created 2002/03/15 by RHS (netCDF2.3)

  comments :

  Data is from NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) (4x/day). It consists of most variables interpolated to pressure surfaces from model (sigma) surfaces.

  platform :

  Model

  dataset_title :

  NCEP-DOE AMIP-II Reanalysis

  References :

  https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis2.html

  source_url :

  http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/

  CDO :

  Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)

兩者結果一模一樣。那有什麼差別呢？在第一種方法中，combine引數使用的是by_coords，也就是xarray會嘗試著自動排列檔案合併的順序；第二種方法使用的是combine = nested，在這種方法中需要指定合併的順序，因此需要多一個引數concat_dim='time'，也就是指定xarray在哪個坐標軸上合併。詳細說明可參考xarray網站 - Combining data。

• combine_nested(): requires specifying the order in which the objects should be combined. E.g.: a linearly-increasing ‘time’ dimension coordinate.

• combine_by_coords(): attempts to infer this ordering automatically from the coordinates in the data.

用glob製造檔案列表

如果要讀的檔案規則比較複雜，沒辦法單用*或?符號來讀完所有需要的檔案，可以採用glob將適用的檔案規則轉換成檔案列表list後，再餵給xarray.open_mfdataset()。例如：

import glob

fls = (glob.glob('data/ncep_r2_uv850/u850.199?.nc') , 
       glob.glob('data/ncep_r2_uv850/u850.200?.nc'))  
fls = sum(fls, [])

uds = (xr.open_mfdataset( fls,    # 檔案名稱
                           combine = "by_coords",               
                           parallel=True                     # 運用dask平行運算，提高運算效率
                         ))       
uds

<xarray.Dataset>
Dimensions:    (time: 4383, bnds: 2, lon: 144, lat: 73, level: 1)
Coordinates:
  * time       (time) datetime64[ns] 1998-01-01 1998-01-02 ... 2009-12-31
  * lon        (lon) float32 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5
  * lat        (lat) float32 90.0 87.5 85.0 82.5 ... -82.5 -85.0 -87.5 -90.0
  * level      (level) float32 850.0
Dimensions without coordinates: bnds
Data variables:
    time_bnds  (time, bnds) datetime64[ns] dask.array<chunksize=(365, 2), meta=np.ndarray>
    uwnd       (time, level, lat, lon) float32 dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>
Attributes:
    CDI:            Climate Data Interface version 1.9.10 (https://mpimet.mpg...
    Conventions:    CF-1.0
    source:         NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model
    institution:    National Centers for Environmental Prediction
    title:          Daily NCEP/DOE Reanalysis 2
    history:        Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998....
    comments:       Data is from \nNCEP/DOE AMIP-II Reanalysis (Reanalysis-2)...
    platform:       Model
    dataset_title:  NCEP-DOE AMIP-II Reanalysis
    References:     https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.rean...
    source_url:     http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/
    CDO:            Climate Data Operators version 1.9.10 (https://mpimet.mpg...

xarray.Dataset

• Dimensions:
  • time: 4383
  • bnds: 2
  • lon: 144
  • lat: 73
  • level: 1
• Coordinates: (4)
  • time
    (time)
    datetime64[ns]
    1998-01-01 ... 2009-12-31

    standard_name :

    time

    long_name :

    Time

    bounds :

    time_bnds

    axis :

    T

    array(['1998-01-01T00:00:00.000000000', '1998-01-02T00:00:00.000000000',
           '1998-01-03T00:00:00.000000000', ..., '2009-12-29T00:00:00.000000000',
           '2009-12-30T00:00:00.000000000', '2009-12-31T00:00:00.000000000'],
          dtype='datetime64[ns]')

  • lon
    (lon)
    float32
    0.0 2.5 5.0 ... 352.5 355.0 357.5

    standard_name :

    longitude

    long_name :

    Longitude

    units :

    degrees_east

    axis :

    X

    array([  0. ,   2.5,   5. ,   7.5,  10. ,  12.5,  15. ,  17.5,  20. ,  22.5,
            25. ,  27.5,  30. ,  32.5,  35. ,  37.5,  40. ,  42.5,  45. ,  47.5,
            50. ,  52.5,  55. ,  57.5,  60. ,  62.5,  65. ,  67.5,  70. ,  72.5,
            75. ,  77.5,  80. ,  82.5,  85. ,  87.5,  90. ,  92.5,  95. ,  97.5,
           100. , 102.5, 105. , 107.5, 110. , 112.5, 115. , 117.5, 120. , 122.5,
           125. , 127.5, 130. , 132.5, 135. , 137.5, 140. , 142.5, 145. , 147.5,
           150. , 152.5, 155. , 157.5, 160. , 162.5, 165. , 167.5, 170. , 172.5,
           175. , 177.5, 180. , 182.5, 185. , 187.5, 190. , 192.5, 195. , 197.5,
           200. , 202.5, 205. , 207.5, 210. , 212.5, 215. , 217.5, 220. , 222.5,
           225. , 227.5, 230. , 232.5, 235. , 237.5, 240. , 242.5, 245. , 247.5,
           250. , 252.5, 255. , 257.5, 260. , 262.5, 265. , 267.5, 270. , 272.5,
           275. , 277.5, 280. , 282.5, 285. , 287.5, 290. , 292.5, 295. , 297.5,
           300. , 302.5, 305. , 307.5, 310. , 312.5, 315. , 317.5, 320. , 322.5,
           325. , 327.5, 330. , 332.5, 335. , 337.5, 340. , 342.5, 345. , 347.5,
           350. , 352.5, 355. , 357.5], dtype=float32)

  • lat
    (lat)
    float32
    90.0 87.5 85.0 ... -87.5 -90.0

    standard_name :

    latitude

    long_name :

    Latitude

    units :

    degrees_north

    axis :

    Y

    array([ 90. ,  87.5,  85. ,  82.5,  80. ,  77.5,  75. ,  72.5,  70. ,  67.5,
            65. ,  62.5,  60. ,  57.5,  55. ,  52.5,  50. ,  47.5,  45. ,  42.5,
            40. ,  37.5,  35. ,  32.5,  30. ,  27.5,  25. ,  22.5,  20. ,  17.5,
            15. ,  12.5,  10. ,   7.5,   5. ,   2.5,   0. ,  -2.5,  -5. ,  -7.5,
           -10. , -12.5, -15. , -17.5, -20. , -22.5, -25. , -27.5, -30. , -32.5,
           -35. , -37.5, -40. , -42.5, -45. , -47.5, -50. , -52.5, -55. , -57.5,
           -60. , -62.5, -65. , -67.5, -70. , -72.5, -75. , -77.5, -80. , -82.5,
           -85. , -87.5, -90. ], dtype=float32)

  • level
    (level)
    float32
    850.0

    standard_name :

    air_pressure

    long_name :

    Level

    units :

    millibar

    positive :

    down

    axis :

    Z

    actual_range :

    [1000. 10.]

    GRIB_id :

    100

    GRIB_name :

    hPa

    coordinate_defines :

    point

    array([850.], dtype=float32)

• Data variables: (2)
  • time_bnds
    (time, bnds)
    datetime64[ns]
    dask.array<chunksize=(365, 2), meta=np.ndarray>

    Array Chunk Bytes 68.48 kiB 5.72 kiB Shape (4383, 2) (366, 2) Dask graph 12 chunks in 25 graph layers Data type datetime64[ns] numpy.ndarray

  • uwnd
    (time, level, lat, lon)
    float32
    dask.array<chunksize=(365, 1, 73, 144), meta=np.ndarray>

    standard_name :

    eastward_wind

    long_name :

    Daily U-wind on Pressure Levels

    units :

    m/s

    unpacked_valid_range :

    [-140. 175.]

    actual_range :

    [-78.96 110.35]

    precision :

    2

    GRIB_id :

    33

    GRIB_name :

    UGRD

    var_desc :

    u-wind

    dataset :

    NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Daily Averages

    level_desc :

    Pressure Levels

    statistic :

    Mean

    parent_stat :

    Individual Obs

    cell_methods :

    time: mean (of 4 6-hourly values in one day)

    Array Chunk Bytes 175.76 MiB 14.68 MiB Shape (4383, 1, 73, 144) (366, 1, 73, 144) Dask graph 12 chunks in 25 graph layers Data type float32 numpy.ndarray

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['1998-01-01', '1998-01-02', '1998-01-03', '1998-01-04',
                   '1998-01-05', '1998-01-06', '1998-01-07', '1998-01-08',
                   '1998-01-09', '1998-01-10',
                   ...
                   '2009-12-22', '2009-12-23', '2009-12-24', '2009-12-25',
                   '2009-12-26', '2009-12-27', '2009-12-28', '2009-12-29',
                   '2009-12-30', '2009-12-31'],
                  dtype='datetime64[ns]', name='time', length=4383, freq=None))

  • lon
    PandasIndex

    PandasIndex(Index([  0.0,   2.5,   5.0,   7.5,  10.0,  12.5,  15.0,  17.5,  20.0,  22.5,
           ...
           335.0, 337.5, 340.0, 342.5, 345.0, 347.5, 350.0, 352.5, 355.0, 357.5],
          dtype='float32', name='lon', length=144))

  • lat
    PandasIndex

    PandasIndex(Index([ 90.0,  87.5,  85.0,  82.5,  80.0,  77.5,  75.0,  72.5,  70.0,  67.5,
            65.0,  62.5,  60.0,  57.5,  55.0,  52.5,  50.0,  47.5,  45.0,  42.5,
            40.0,  37.5,  35.0,  32.5,  30.0,  27.5,  25.0,  22.5,  20.0,  17.5,
            15.0,  12.5,  10.0,   7.5,   5.0,   2.5,   0.0,  -2.5,  -5.0,  -7.5,
           -10.0, -12.5, -15.0, -17.5, -20.0, -22.5, -25.0, -27.5, -30.0, -32.5,
           -35.0, -37.5, -40.0, -42.5, -45.0, -47.5, -50.0, -52.5, -55.0, -57.5,
           -60.0, -62.5, -65.0, -67.5, -70.0, -72.5, -75.0, -77.5, -80.0, -82.5,
           -85.0, -87.5, -90.0],
          dtype='float32', name='lat'))

  • level
    PandasIndex

    PandasIndex(Index([850.0], dtype='float32', name='level'))

• Attributes: (12)

  CDI :

  Climate Data Interface version 1.9.10 (https://mpimet.mpg.de/cdi)

  Conventions :

  CF-1.0

  source :

  NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) Model

  institution :

  National Centers for Environmental Prediction

  title :

  Daily NCEP/DOE Reanalysis 2

  history :

  Tue Jan 04 11:04:24 2022: cdo select,level=850 uwnd.1998.nc uv850/u850.1998.nc created 2002/03/15 by RHS (netCDF2.3)

  comments :

  Data is from NCEP/DOE AMIP-II Reanalysis (Reanalysis-2) (4x/day). It consists of most variables interpolated to pressure surfaces from model (sigma) surfaces.

  platform :

  Model

  dataset_title :

  NCEP-DOE AMIP-II Reanalysis

  References :

  https://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanalysis2.html

  source_url :

  http://www.cpc.ncep.noaa.gov/products/wesley/reanalysis2/

  CDO :

  Climate Data Operators version 1.9.10 (https://mpimet.mpg.de/cdo)

如果擔心列表的順序沒有按照時間順序，可以再加上

uds = uds.sortby('time')

Parallel 引數

在以上xarray.open_mfdataset的函數中，有一個parallel引數，當設定為True時，會利用dask進行平行運算。

parallel - If True, the open and preprocess steps of this function will be performed in parallel using dask.delayed. Default is False.

但若開啟，資料並不會真的讀入電腦記憶體，稍後必須加上ds.load()才會真正讀入。有關dask的詳細用法，到第12單元時我們還會詳細解說。

開啟GRIB檔案

GRIB (GRIdded Binary)格式是以二進位來儲存資料的檔案格式，且也記載了網格資訊如時間、經緯度、垂直層等，xarray也支援開啟這類檔案 (需要安裝cfgrib套件)，使用方式如下：

ds_grib = xr.open_dataset("example.grib", engine="cfgrib")

在讀檔之後，程式會自動建立 example.grb.923a8.idx 的檔案，這個檔案的建立，有助於在第二次讀相同檔案時加快速度。但如果資料夾本身沒有讀寫的權限，會無法建立該.idx檔案。